primary-tumor.arff

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Primary Tumor Domain (1988)
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% Citation Request:
%    This primary tumor domain was obtained from the University Medical Centre,
%    Institute of Oncology, Ljubljana, Yugoslavia.  Thanks go to M. Zwitter and 
%    M. Soklic for providing the data.  Please include this citation if you plan
%    to use this database.
% 
% 1. Title: Primary Tumor Domain
% 
% 2. Sources:
%      (a) Source:
%      (b) Donors: Igor Kononenko, 
%                  University E.Kardelj
%                  Faculty for electrical engineering
%                  Trzaska 25
%                  61000 Ljubljana (tel.: (38)(+61) 265-161
% 
%                  Bojan Cestnik
%                  Jozef Stefan Institute
%                  Jamova 39
%                  61000 Ljubljana
%                  Yugoslavia (tel.: (38)(+61) 214-399 ext.287) 
%      (c) Date: November 1988
% 
% 3. Past Usage: (sveral)
%     1. Cestnik,G., Konenenko,I, & Bratko,I. (1987). Assistant-86: A
%        Knowledge-Elicitation Tool for Sophisticated Users.  In I.Bratko
%        & N.Lavrac (Eds.) Progress in Machine Learning, 31-45, Sigma Press.
%        -- Assistant-86: 44% accuracy
%     2. Clark,P. & Niblett,T. (1987). Induction in Noisy Domains.  In
%        I.Bratko & N.Lavrac (Eds.) Progress in Machine Learning, 11-30,
%        Sigma Press.
%        -- Simple Bayes: 48% accuracy
%        -- CN2 (95% threshold): 45%
%     3. Michalski,R., Mozetic,I. Hong,J., & Lavrac,N. (1986).  The Multi-Purpose
%        Incremental Learning System AQ15 and its Testing Applications to Three
%        Medical Domains.  In Proceedings of the Fifth National Conference on
%        Artificial Intelligence, 1041-1045. Philadelphia, PA: Morgan Kaufmann.
%        -- Experts: 42% accuracy 
%        -- AQ15: 29-41%
% 
% 4. Relevant Information:
%      This is one of three domains provided by the Oncology Institute
%      that has repeatedly appeared in the machine learning literature.
%      (See also breast-cancer and lymphography.)
% 
% 5. Number of Instances: 339
% 
% 6. Number of Attributes: 18 including the class attribute
% 
% 7. Attribute Information: (class is location of tumor)
%     --- NOTE: All attribute values in the database have been entered as
%               numeric values corresponding to their index in the list
%               of attribute values for that attribute domain as given below.
%     1. class: lung, head & neck, esophasus, thyroid, stomach, duoden & sm.int,
%               colon, rectum, anus, salivary glands, pancreas, gallblader,
%               liver, kidney, bladder, testis, prostate, ovary, corpus uteri, 
%               cervix uteri, vagina, breast
%     2. age:   <30, 30-59, >=60
%     3. sex:   male, female
%     4. histologic-type: epidermoid, adeno, anaplastic
%     5. degree-of-diffe: well, fairly, poorly
%     6. bone: yes, no
%     7. bone-marrow: yes, no
%     8. lung: yes, no
%     9. pleura: yes, no
%    10. peritoneum: yes, no
%    11. liver: yes, no
%    12. brain: yes, no
%    13. skin: yes, no
%    14. neck: yes, no
%    15. supraclavicular: yes, no
%    16. axillar: yes, no
%    17. mediastinum: yes, no
%    18. abdominal: yes, no
% 
% 8. Missing Attribute Values: (? indicates unknown value)
%     Attribute#: Number of missing values
%     1: 0
%     2: 0
%     3: 1
%     4: 67
%     5: 155
%     6: 0
%     7: 0
%     8: 0
%     9: 0
%     10: 0
%     11: 0
%     12: 0
%     13: 1
%     14: 0
%     15: 0
%     16: 1
%     17: 0
%     18: 0
% 
% 9. Class Distribution: 
%     Class Index:   Number of instances in class:
%               1:   84
%               2:   20
%               3:   9
%               4:   14
%               5:   39
%               6:   1
%               7:   14
%               8:   6
%               9:   0
%              10:   2
%              11:   28
%              12:   16
%              13:   7
%              14:   24
%              15:   2
%              16:   1
%              17:   10
%              18:   29
%              19:   6
%              20:   2
%              21:   1
%              22:   24
%
%
%
%
%
% Relabeled values in attribute age
%    From: 1                       To: '<30'               
%    From: 2                       To: '30-59'             
%    From: 3                       To: '>=60'              
%
%
% Relabeled values in attribute sex
%    From: 1                       To: male                
%    From: 2                       To: female              
%
%
% Relabeled values in attribute histologic-type
%    From: 1                       To: epidermoid          
%    From: 2                       To: adeno               
%    From: 3                       To: anaplastic          
%
%
% Relabeled values in attribute degree-of-diffe
%    From: 1                       To: well                
%    From: 2                       To: fairly              
%    From: 3                       To: poorly              
%
%
% Relabeled values in attribute bone
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute bone-marrow
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute lung
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute pleura
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute peritoneum
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute liver
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute brain
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute skin
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute neck
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute supraclavicular
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute axillar
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute mediastinum
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute abdominal
%    From: 1                       To: yes                 
%    From: 2                       To: no                  
%
%
% Relabeled values in attribute class
%    From: 1                       To: lung                
%    From: 2                       To: 'head and neck'     
%    From: 3                       To: esophagus           
%    From: 4                       To: thyroid             
%    From: 5                       To: stomach             
%    From: 6                       To: 'duoden and sm.int' 
%    From: 7                       To: colon               
%    From: 8                       To: rectum              
%    From: 9                       To: anus                
%    From: 10                      To: 'salivary glands'   
%    From: 11                      To: pancreas            
%    From: 12                      To: gallbladder         
%    From: 13                      To: liver               
%    From: 14                      To: kidney              
%    From: 15                      To: bladder             
%    From: 16                      To: testis              
%    From: 17                      To: prostate            
%    From: 18                      To: ovary               
%    From: 19                      To: 'corpus uteri'      
%    From: 20                      To: 'cervix uteri'      
%    From: 21                      To: vagina              
%    From: 22                      To: breast              
%
@relation primary-tumor
@attribute age { '<30', '30-59', '>=60'}
@attribute sex { male, female}
@attribute histologic-type { epidermoid, adeno, anaplastic}
@attribute degree-of-diffe { well, fairly, poorly}
@attribute bone { yes, no}
@attribute bone-marrow { yes, no}
@attribute lung { yes, no}
@attribute pleura { yes, no}
@attribute peritoneum { yes, no}
@attribute liver { yes, no}
@attribute brain { yes, no}
@attribute skin { yes, no}
@attribute neck { yes, no}
@attribute supraclavicular { yes, no}
@attribute axillar { yes, no}
@attribute mediastinum { yes, no}
@attribute abdominal { yes, no}
@attribute class { lung, 'head and neck', esophagus, thyroid, stomach, 'duoden and sm.int', colon, rectum, anus, 'salivary glands', pancreas, gallbladder, liver, kidney, bladder, testis, prostate, ovary, 'corpus uteri', 'cervix uteri', vagina, breast}
@data
'>=60',female,?,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,lung
'>=60',male,?,poorly,no,no,no,no,no,yes,no,no,no,yes,no,yes,no,lung
'30-59',female,adeno,?,no,no,no,yes,no,no,no,yes,no,no,yes,no,no,breast
'30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'30-59',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,colon
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate
'30-59',female,adeno,?,yes,no,no,no,no,no,yes,no,no,no,no,yes,no,lung
'30-59',male,adeno,fairly,no,no,no,no,no,no,no,no,yes,yes,no,no,no,prostate
'30-59',female,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,no,ovary
'>=60',female,?,?,no,no,no,no,yes,yes,no,no,no,yes,no,no,no,lung
'30-59',male,epidermoid,?,no,no,no,yes,no,no,no,no,yes,no,no,no,no,'head and neck'
'>=60',female,?,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,thyroid
'>=60',female,adeno,?,no,yes,no,no,yes,no,no,no,no,no,no,no,yes,pancreas
'30-59',male,epidermoid,well,yes,no,no,no,no,no,no,yes,yes,yes,no,no,no,lung
'30-59',male,epidermoid,?,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',male,anaplastic,poorly,no,no,no,yes,no,yes,no,no,yes,no,no,yes,yes,lung
'30-59',male,?,poorly,yes,no,no,no,no,yes,no,no,no,no,no,yes,no,lung
'>=60',male,adeno,fairly,no,no,no,yes,yes,no,no,no,no,no,no,no,no,liver
'>=60',male,epidermoid,poorly,yes,no,yes,yes,no,yes,no,no,no,no,no,no,yes,lung
'30-59',female,adeno,?,no,no,no,no,yes,yes,no,yes,no,no,no,no,yes,ovary
'30-59',female,adeno,well,no,no,no,no,no,no,no,no,no,yes,no,no,no,kidney
'<30',female,adeno,poorly,yes,no,no,no,no,no,no,no,no,no,no,yes,no,lung
'30-59',male,epidermoid,well,yes,no,no,no,no,no,no,no,yes,yes,no,no,no,'salivary glands'
'<30',male,adeno,poorly,no,no,yes,no,no,no,no,no,yes,yes,yes,no,no,breast
'>=60',male,adeno,well,no,no,no,no,no,yes,no,yes,no,no,no,no,no,rectum
'>=60',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas
'30-59',male,epidermoid,poorly,no,no,no,no,no,yes,no,no,no,no,no,yes,no,lung
'>=60',female,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas
'>=60',male,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'>=60',female,?,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,no,gallbladder
'30-59',female,adeno,poorly,no,no,no,no,yes,yes,no,no,no,no,yes,yes,yes,breast
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'>=60',female,adeno,poorly,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,yes,yes,no,yes,stomach
'30-59',male,adeno,?,no,no,no,no,no,no,yes,no,no,no,no,no,yes,stomach
'30-59',male,adeno,poorly,no,no,no,no,no,no,no,no,no,yes,no,yes,no,lung
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,yes,no,no,no,no,thyroid
'<30',male,?,poorly,yes,no,no,yes,yes,no,no,no,no,no,no,no,no,pancreas
'30-59',male,?,poorly,no,no,no,no,yes,no,yes,yes,no,no,no,yes,yes,lung
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,pancreas
'30-59',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,pancreas
'30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'30-59',female,?,poorly,yes,no,no,no,no,no,no,yes,yes,no,no,no,no,esophagus
'30-59',female,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,pancreas
'30-59',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas
'30-59',male,epidermoid,fairly,yes,no,no,no,no,no,no,?,yes,yes,no,no,no,lung
'>=60',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'>=60',female,adeno,well,no,no,no,no,no,no,no,no,no,yes,no,no,no,stomach
'>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,yes,yes,gallbladder
'>=60',female,anaplastic,poorly,no,no,no,yes,no,no,no,no,no,no,no,yes,no,thyroid
'30-59',female,adeno,?,yes,no,no,yes,no,no,no,yes,yes,yes,yes,yes,no,breast
'<30',male,?,?,no,no,no,no,yes,yes,no,no,no,no,no,no,no,colon
'30-59',female,adeno,?,no,no,yes,no,no,no,no,no,yes,yes,yes,yes,yes,stomach
'30-59',male,?,poorly,yes,no,no,yes,no,no,no,no,no,no,no,yes,no,lung
'30-59',male,?,poorly,yes,yes,no,no,no,no,yes,no,no,no,no,yes,no,lung
'30-59',male,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,esophagus
'30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,breast
'<30',female,?,poorly,yes,no,no,no,no,no,yes,no,no,yes,yes,yes,no,lung
'30-59',male,?,poorly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',male,?,poorly,yes,yes,yes,yes,yes,yes,no,no,no,no,no,yes,yes,lung
'>=60',male,?,poorly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,'corpus uteri'
'30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,rectum
'30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,stomach
'>=60',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,prostate
'30-59',male,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,lung
'30-59',female,adeno,poorly,yes,no,no,yes,no,yes,no,no,no,yes,no,yes,no,thyroid
'30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'>=60',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,pancreas
'>=60',male,adeno,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,kidney
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney
'30-59',female,adeno,poorly,no,no,no,yes,no,no,no,no,no,no,no,no,yes,pancreas
'30-59',male,?,poorly,no,no,no,no,no,no,no,no,no,yes,no,yes,no,lung
'>=60',male,epidermoid,poorly,no,no,no,no,no,no,no,no,no,yes,no,no,no,lung
'30-59',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'30-59',male,?,poorly,no,no,no,no,no,no,no,no,yes,yes,no,yes,yes,lung
'30-59',male,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,lung
'30-59',male,adeno,fairly,no,no,yes,yes,no,no,no,no,no,no,no,no,no,testis
'30-59',male,?,poorly,yes,no,yes,yes,no,yes,no,no,no,no,no,yes,yes,lung
'30-59',female,adeno,?,yes,no,no,no,no,yes,no,no,no,no,no,no,no,lung
'30-59',male,?,poorly,no,no,no,yes,no,yes,no,yes,no,no,no,no,no,lung
'30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',male,anaplastic,poorly,yes,yes,no,no,no,no,no,no,no,no,no,yes,no,lung
'>=60',female,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,thyroid
'30-59',male,?,poorly,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,lung
'>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,yes,ovary
'30-59',female,epidermoid,poorly,no,no,no,no,no,yes,yes,no,no,no,no,yes,no,lung
'30-59',female,anaplastic,poorly,no,no,no,yes,no,no,yes,no,no,no,no,yes,no,lung
'>=60',male,adeno,?,no,no,yes,no,yes,yes,no,no,no,no,no,no,yes,stomach
'30-59',male,adeno,?,no,no,yes,no,no,no,no,no,no,yes,no,no,no,lung
'>=60',male,adeno,?,yes,no,yes,no,no,no,no,no,no,no,no,yes,yes,kidney
'30-59',female,adeno,fairly,yes,no,no,no,no,no,no,no,no,no,no,no,yes,'cervix uteri'
'30-59',male,?,poorly,no,no,no,no,no,yes,no,no,no,yes,no,no,no,esophagus
'>=60',male,adeno,?,no,no,no,no,yes,yes,no,no,no,no,no,no,no,stomach
'30-59',female,?,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,lung
'30-59',male,adeno,?,yes,no,yes,no,yes,no,no,no,no,no,no,no,yes,kidney
'>=60',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'30-59',female,adeno,fairly,no,no,no,no,yes,no,no,no,no,no,no,no,no,stomach
'30-59',male,?,poorly,no,no,no,yes,no,no,no,no,no,yes,no,yes,yes,lung
'30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,stomach
'30-59',female,adeno,?,yes,no,no,yes,no,no,no,no,no,no,no,no,no,breast
'<30',female,adeno,well,yes,no,yes,no,no,no,no,yes,no,no,no,no,no,thyroid
'>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'>=60',female,adeno,well,no,no,yes,no,no,no,no,no,no,no,no,no,no,rectum
'30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,liver
'30-59',female,?,?,no,no,no,no,no,no,no,no,yes,yes,no,no,no,'head and neck'
'30-59',male,epidermoid,?,no,no,no,yes,no,yes,no,no,no,no,no,no,no,lung
'<30',male,adeno,well,no,no,no,no,yes,no,no,no,no,yes,no,no,no,stomach
'<30',female,?,well,no,no,no,no,no,no,no,no,no,no,no,no,no,kidney
'30-59',female,epidermoid,poorly,yes,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,?,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,kidney
'>=60',female,adeno,poorly,no,no,yes,no,yes,yes,no,no,no,no,no,no,yes,ovary
'>=60',female,adeno,?,no,no,no,yes,yes,no,yes,no,no,no,no,no,yes,liver
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney
'30-59',female,adeno,?,no,no,no,no,no,no,yes,no,no,no,no,yes,no,lung
'30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'>=60',female,adeno,well,no,no,no,no,no,yes,no,no,no,no,no,no,no,stomach
'<30',male,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,stomach
'>=60',female,adeno,fairly,no,no,no,no,no,no,no,no,yes,yes,yes,no,no,breast
'<30',female,adeno,?,yes,no,no,no,yes,no,no,no,yes,yes,yes,no,yes,stomach
'>=60',male,epidermoid,?,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',male,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,no,pancreas
'>=60',male,epidermoid,fairly,yes,no,no,no,no,no,no,no,no,no,no,yes,no,lung
'30-59',female,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,yes,ovary
'>=60',male,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,stomach
'>=60',female,?,poorly,yes,no,no,no,no,no,no,no,no,no,no,no,yes,thyroid
'<30',female,?,poorly,yes,no,yes,yes,no,no,no,no,no,no,no,yes,no,lung
'30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'30-59',female,adeno,?,yes,no,no,yes,no,yes,no,no,yes,yes,yes,yes,yes,breast
'>=60',female,adeno,poorly,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'30-59',male,?,poorly,no,no,no,no,no,no,no,no,no,no,no,yes,no,lung
'30-59',male,adeno,well,no,no,no,no,no,no,no,no,no,no,no,yes,no,stomach
'>=60',female,adeno,fairly,no,no,no,no,no,no,no,no,no,yes,yes,no,no,breast
'30-59',male,adeno,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,kidney
'<30',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'>=60',male,adeno,well,no,no,no,no,no,yes,no,no,no,no,no,no,no,rectum
'30-59',male,adeno,?,yes,no,yes,no,no,no,yes,no,no,no,no,yes,no,stomach
'30-59',male,epidermoid,?,no,no,no,no,no,no,no,no,no,yes,?,yes,no,lung
'30-59',male,epidermoid,?,no,no,yes,no,no,no,no,no,no,yes,no,no,no,esophagus
'30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'30-59',female,?,?,yes,no,no,no,no,no,no,no,no,yes,yes,no,no,breast
'30-59',male,epidermoid,poorly,no,no,yes,no,no,no,no,no,yes,yes,yes,yes,no,esophagus
'>=60',male,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,no,stomach
'30-59',female,adeno,fairly,yes,no,no,yes,no,no,no,no,no,yes,yes,yes,yes,breast
'30-59',female,anaplastic,poorly,no,no,no,yes,yes,no,no,no,no,yes,no,yes,no,lung
'>=60',female,?,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,stomach
'30-59',male,epidermoid,poorly,yes,no,no,yes,no,no,no,no,no,yes,no,yes,no,lung
'30-59',male,epidermoid,poorly,yes,no,no,no,no,no,no,no,no,no,no,no,no,lung
'>=60',male,adeno,?,no,no,yes,yes,no,no,no,no,no,no,no,no,no,kidney
'30-59',male,epidermoid,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,lung
'>=60',female,adeno,?,no,no,no,no,yes,yes,no,no,no,no,no,no,no,gallbladder
'<30',female,adeno,well,yes,yes,no,no,yes,no,no,no,no,no,no,no,no,stomach
'>=60',female,adeno,?,no,no,yes,no,no,no,no,no,no,no,no,no,no,liver
'30-59',male,adeno,?,no,no,no,yes,yes,yes,no,no,no,no,no,no,yes,pancreas
'>=60',female,adeno,fairly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'>=60',female,adeno,poorly,yes,no,no,no,no,no,no,no,no,no,no,no,yes,'corpus uteri'
'30-59',female,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas
'>=60',female,?,poorly,no,no,no,no,no,no,no,no,no,no,no,yes,yes,lung
'>=60',male,?,poorly,yes,no,no,no,no,yes,no,no,no,no,no,yes,yes,lung
'30-59',male,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,colon
'>=60',male,adeno,well,no,no,no,no,no,no,no,no,no,no,no,no,yes,prostate
'>=60',female,adeno,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,thyroid
'30-59',male,anaplastic,poorly,no,no,yes,no,yes,no,no,no,no,no,no,no,yes,lung
'>=60',male,adeno,well,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,prostate
'>=60',female,adeno,?,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,pancreas
'30-59',male,?,poorly,no,no,no,no,no,no,no,no,no,yes,no,yes,no,lung
'30-59',male,adeno,?,no,no,yes,yes,no,no,no,no,no,no,no,yes,yes,pancreas
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'30-59',male,?,poorly,no,no,no,no,no,no,yes,yes,no,yes,yes,yes,no,lung
'30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,yes,yes,no,no,breast
'30-59',female,?,?,no,no,no,no,yes,no,no,no,no,no,no,no,yes,ovary
'30-59',female,adeno,fairly,no,no,no,no,yes,no,no,no,no,no,no,no,yes,colon
'30-59',male,adeno,poorly,no,no,no,yes,no,yes,no,no,no,no,no,yes,yes,pancreas
'>=60',male,adeno,well,no,no,no,no,no,no,yes,no,no,no,no,no,no,kidney
'30-59',male,adeno,?,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,stomach
'>=60',male,epidermoid,well,yes,no,no,no,yes,yes,no,no,no,no,no,yes,no,lung
'30-59',male,adeno,poorly,yes,no,no,no,no,yes,no,no,no,no,no,no,no,stomach
'30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,gallbladder
'30-59',male,adeno,?,no,no,no,yes,yes,yes,no,no,no,yes,no,no,yes,colon
'30-59',male,?,poorly,no,no,no,no,no,no,no,no,no,yes,no,no,no,stomach
'30-59',female,adeno,fairly,no,no,no,no,yes,no,no,yes,yes,yes,yes,no,no,breast
'30-59',male,adeno,fairly,no,no,yes,no,no,no,no,no,yes,yes,no,yes,no,lung
'>=60',male,adeno,fairly,no,no,no,yes,yes,yes,no,no,no,no,no,no,yes,colon
'30-59',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,pancreas
'30-59',male,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,no,pancreas
'30-59',male,adeno,?,yes,no,yes,no,no,no,yes,no,no,no,no,yes,no,kidney
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,colon
'30-59',male,anaplastic,poorly,no,no,no,no,no,no,yes,no,no,no,no,no,no,lung
'30-59',female,adeno,fairly,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'<30',male,?,poorly,no,no,no,no,no,yes,no,no,no,yes,no,yes,no,lung
'30-59',female,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,lung
'30-59',male,adeno,?,yes,no,yes,yes,no,no,no,no,no,no,no,yes,no,kidney
'30-59',female,adeno,fairly,no,no,no,no,no,no,no,no,no,no,no,no,yes,'corpus uteri'
'30-59',male,?,?,yes,no,no,no,no,no,no,yes,no,no,no,no,no,lung
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,stomach
'>=60',female,adeno,?,yes,no,yes,yes,no,yes,no,no,no,no,no,yes,yes,pancreas
'<30',male,adeno,?,no,no,no,no,no,no,no,no,no,yes,no,no,no,kidney
'30-59',female,adeno,?,yes,no,yes,yes,yes,yes,no,no,no,no,no,yes,yes,lung
'30-59',male,?,poorly,no,no,no,yes,no,yes,yes,no,no,no,no,yes,yes,lung
'30-59',male,adeno,fairly,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate
'>=60',female,epidermoid,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'30-59',male,adeno,well,no,no,yes,no,no,no,no,yes,no,no,yes,no,no,kidney
'>=60',female,?,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,stomach
'<30',male,anaplastic,poorly,no,no,no,no,no,no,no,no,no,yes,no,no,no,liver
'>=60',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,colon
'30-59',female,adeno,?,no,no,yes,no,no,no,no,no,no,no,no,no,no,colon
'30-59',male,?,poorly,yes,no,no,no,no,no,no,no,no,no,no,no,no,esophagus
'<30',male,adeno,poorly,yes,yes,yes,no,no,yes,yes,no,no,no,yes,yes,yes,stomach
'<30',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,yes,esophagus
'>=60',male,adeno,poorly,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,pancreas
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,yes,no,lung
'>=60',male,epidermoid,?,no,no,no,no,no,no,no,no,no,no,no,no,yes,lung
'30-59',female,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,'corpus uteri'
'>=60',male,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,yes,yes,lung
'>=60',female,?,poorly,yes,no,no,yes,no,yes,no,no,no,no,no,no,no,lung
'30-59',male,?,poorly,yes,no,no,no,yes,no,yes,no,no,no,no,yes,yes,lung
'<30',male,adeno,?,no,no,no,no,yes,yes,no,yes,no,no,no,no,yes,kidney
'30-59',female,?,poorly,no,no,yes,yes,yes,yes,no,yes,no,no,no,yes,yes,lung
'30-59',female,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,ovary
'>=60',female,?,poorly,yes,no,no,yes,no,no,no,no,no,no,no,no,no,lung
'<30',female,adeno,well,yes,no,no,no,no,no,no,no,no,yes,no,no,yes,stomach
'30-59',female,adeno,?,no,no,yes,yes,yes,no,no,no,no,no,no,no,yes,stomach
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,stomach
'30-59',female,adeno,fairly,yes,no,yes,no,no,no,no,no,no,no,no,yes,no,thyroid
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'30-59',female,adeno,?,no,no,yes,yes,yes,no,no,no,no,yes,no,no,no,breast
'<30',female,?,poorly,yes,no,yes,yes,no,no,no,no,no,no,no,yes,no,lung
'30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,stomach
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,adeno,well,yes,no,yes,no,no,no,no,no,no,no,no,no,no,thyroid
'>=60',female,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,yes,yes,gallbladder
'30-59',male,epidermoid,?,yes,no,no,yes,yes,no,no,no,yes,yes,no,no,no,'salivary glands'
'>=60',female,adeno,poorly,no,no,yes,yes,yes,yes,no,no,no,no,no,yes,yes,gallbladder
'>=60',female,?,poorly,no,no,no,no,no,yes,no,no,no,no,no,yes,yes,lung
'30-59',male,adeno,poorly,no,no,no,no,yes,yes,no,no,no,no,no,no,no,pancreas
'>=60',female,adeno,?,no,no,yes,no,no,no,no,no,no,no,no,no,no,'duoden and sm.int'
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'30-59',male,epidermoid,?,no,no,yes,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'>=60',female,?,poorly,no,no,no,no,no,no,no,no,no,no,no,no,yes,ovary
'>=60',female,?,poorly,no,no,yes,no,no,yes,yes,no,no,yes,no,yes,no,lung
'>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,yes,yes,liver
'>=60',female,adeno,?,no,no,yes,yes,no,yes,no,no,no,no,no,yes,yes,colon
'30-59',female,adeno,?,no,no,yes,yes,yes,no,no,no,no,no,no,no,no,pancreas
'30-59',male,?,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,bladder
'30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',male,adeno,fairly,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate
'30-59',female,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,ovary
'30-59',female,?,poorly,no,no,no,no,no,no,no,no,yes,yes,no,no,no,esophagus
'30-59',male,adeno,well,no,no,yes,yes,no,no,no,no,no,no,no,yes,yes,stomach
'>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,adeno,?,no,no,no,no,no,no,yes,no,no,no,no,no,no,rectum
'<30',male,?,poorly,no,no,yes,no,no,no,no,no,no,no,no,no,no,lung
'>=60',male,adeno,?,no,no,yes,no,no,no,no,no,no,yes,no,no,no,stomach
'>=60',female,adeno,poorly,no,no,no,no,yes,yes,no,no,no,no,no,no,no,pancreas
'30-59',female,adeno,poorly,no,no,no,yes,yes,yes,no,no,no,no,no,no,yes,pancreas
'>=60',male,epidermoid,?,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,esophagus
'>=60',female,?,poorly,no,no,no,yes,no,yes,no,no,no,yes,no,yes,no,lung
'30-59',male,adeno,poorly,yes,no,no,no,no,no,no,yes,no,no,no,no,no,lung
'30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'30-59',female,adeno,?,no,no,no,no,yes,yes,no,no,no,no,no,yes,yes,'corpus uteri'
'>=60',female,adeno,poorly,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,pancreas
'30-59',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'>=60',male,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,yes,stomach
'30-59',male,?,poorly,no,no,no,no,yes,yes,no,no,no,no,no,yes,no,lung
'30-59',male,?,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,thyroid
'30-59',female,adeno,?,no,no,no,no,no,yes,no,no,no,yes,no,yes,no,lung
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,gallbladder
'>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,colon
'30-59',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,stomach
'>=60',male,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,pancreas
'30-59',male,epidermoid,poorly,yes,no,no,no,no,no,no,no,no,no,no,no,no,lung
'<30',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'>=60',male,adeno,?,no,no,no,yes,yes,yes,no,no,no,no,no,no,yes,rectum
'30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,yes,no,no,no,stomach
'30-59',female,adeno,?,no,no,yes,no,no,no,no,no,no,no,no,yes,yes,colon
'30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,yes,ovary
'30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,lung
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'>=60',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,yes,kidney
'>=60',female,epidermoid,poorly,no,no,no,no,no,no,no,no,no,no,no,yes,no,lung
'30-59',male,?,?,no,no,no,no,no,no,no,no,no,no,no,no,yes,stomach
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'30-59',?,?,well,no,no,no,no,no,no,no,no,no,no,no,yes,no,thyroid
'30-59',female,adeno,?,no,no,no,no,yes,yes,no,no,no,yes,no,yes,yes,ovary
'30-59',female,adeno,?,yes,yes,no,no,yes,yes,no,no,no,no,yes,no,no,breast
'>=60',female,adeno,?,no,no,yes,no,no,no,no,no,no,no,no,no,no,kidney
'>=60',female,epidermoid,poorly,yes,no,yes,no,no,no,no,no,no,yes,no,no,no,lung
'30-59',male,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney
'>=60',male,?,poorly,no,no,no,no,no,no,yes,no,no,no,no,yes,yes,lung
'30-59',female,adeno,?,no,no,yes,no,yes,yes,no,no,no,no,no,no,yes,kidney
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate
'>=60',female,epidermoid,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,lung
'30-59',male,adeno,?,no,no,yes,no,no,yes,no,no,no,yes,yes,yes,no,lung
'30-59',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,'cervix uteri'
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast
'30-59',male,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,thyroid
'30-59',female,adeno,well,no,no,no,no,yes,no,no,yes,no,no,no,no,no,ovary
'30-59',male,adeno,well,no,no,no,no,no,yes,no,no,no,no,no,no,no,stomach
'30-59',male,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,yes,yes,lung
'30-59',female,adeno,?,yes,no,no,no,no,no,no,yes,no,no,no,no,no,lung
'30-59',female,?,?,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,adeno,poorly,no,no,no,no,yes,yes,no,no,no,no,no,no,no,ovary
'30-59',male,adeno,?,no,no,yes,yes,no,no,no,no,no,no,no,yes,yes,liver
'30-59',male,?,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney
'30-59',male,?,poorly,no,no,no,no,no,no,no,yes,no,no,no,no,no,lung
'30-59',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,ovary
'30-59',male,adeno,fairly,no,no,yes,no,no,no,no,no,yes,yes,yes,yes,no,thyroid
'>=60',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,yes,no,no,no,'head and neck'
'>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,no,yes,colon
'30-59',female,epidermoid,?,yes,no,yes,no,yes,yes,no,no,no,no,no,no,yes,vagina
'30-59',female,adeno,poorly,no,no,no,no,no,no,no,no,no,yes,no,no,no,lung
'>=60',male,epidermoid,poorly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'>=60',female,adeno,poorly,no,no,yes,no,no,no,no,no,no,no,no,yes,yes,kidney
'30-59',female,adeno,poorly,no,no,yes,no,yes,yes,no,no,no,no,no,yes,no,lung
'>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,no,yes,gallbladder
'>=60',female,adeno,fairly,no,no,no,no,yes,no,no,no,no,no,no,no,no,pancreas
'30-59',female,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,stomach
'30-59',male,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,colon
'30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,yes,no,no,no,stomach
'>=60',female,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder
'30-59',male,?,poorly,no,no,yes,no,yes,yes,no,no,no,no,no,yes,yes,pancreas
'>=60',male,?,poorly,no,no,no,no,no,yes,no,no,no,no,no,yes,yes,lung
'>=60',male,?,poorly,no,no,no,yes,yes,no,no,no,yes,no,no,yes,yes,bladder
'30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,yes,no,kidney
'>=60',female,adeno,?,no,no,yes,yes,yes,no,no,no,no,no,no,no,yes,'corpus uteri'
'30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck'
'30-59',female,?,poorly,no,no,no,no,yes,no,no,no,no,no,no,no,yes,stomach
'30-59',male,adeno,well,yes,no,no,no,no,no,no,no,yes,yes,no,yes,no,prostate
'30-59',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary
'30-59',male,epidermoid,poorly,yes,no,no,no,no,no,no,yes,no,no,yes,no,no,lung
'30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary
'30-59',female,adeno,?,yes,no,yes,yes,yes,yes,yes,no,no,no,no,no,yes,gallbladder
'30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary

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